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Every team has a system for tracking decisions.
None of them keep up.
Honest comparisons of how Kleio relates to the tools and practices you already use.
“This works until…”
Tickets contain the why
…until implementation diverges from the plan.
Commit messages contain the why
…until decisions happen outside of git.
Code comments contain the why
…until they become outdated or incomplete.
Documentation contain the why
…until nobody updates it under pressure.
PR discussions contain the why
…until they get buried and become untraceable.
AI summaries contain the why
…until they summarize what happened, not why.
Culture/process contain the why
…until deadlines hit.
PR review contain the why
…until PR size exceeds human review capacity.
AI-assisted review contain the why
…until it reviews output without original intent.
Systems don't fail because they're wrong. They fail because they don't scale with speed and volume.
“AI doesn't need memory”
Context windows are getting larger. Agents are getting smarter. So why does engineering memory matter?
Bigger windows don't solve temporal decisions
A 200K token window can hold a lot of code, but it can't hold the decision your team made three months ago about why you chose one approach over another.
AI can re-derive implementation, not intent
An agent can figure out how code works. It cannot figure out the business context, the tradeoffs considered, or the alternatives that were rejected.
“LGTM by Claude” is a trust problem
When AI reviews output without access to original intent, it compounds hidden assumptions. Review becomes plausibility checking, not validation.
See it in action
An agent plans a migration. Kleio captures every signal along the way.
Agent Plan
Task: Migrate auth from Firebase to Clerk
- 1.Scaffold Clerk provider and session hooks
- 2.Replace Firebase login/signup flows
- 3.Update API middleware for Clerk JWT validation
Press Build to run the capture demo.
Your AI agents already make decisions. Kleio makes sure they're remembered. Try it free →
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Start free, connect your workspace, and stop losing the \u201cwhy.\u201d